{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Assignment 8: Data visualization\n", "\n", "As we've discussed in class, there are many different ways you can visualize data! You've learned several techniques for data visualization in this class thus far. This assignment will focus explicitly on data visualization, and include more of an emphasis on plot customization. \n", "\n", "The dataset we'll be using in this assignment is the popular \"Baby names\" dataset from the Social Security Administration, available at http://ssa.gov/oact/babynames/limits.html. We'll be using a pre-processed dataset available in the R package `babynames`, which is a long-form table of baby names from 1880 to 2017. Download the dataset from TCU Online and upload to Colab or your Drive. Next, import the necessary libraries for this assignment, then read in the dataset and take a quick look: " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearsexnamenprop
01880FMary70650.072384
11880FAnna26040.026679
21880FEmma20030.020521
31880FElizabeth19390.019866
41880FMinnie17460.017888
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" ], "text/plain": [ " year sex name n prop\n", "0 1880 F Mary 7065 0.072384\n", "1 1880 F Anna 2604 0.026679\n", "2 1880 F Emma 2003 0.020521\n", "3 1880 F Elizabeth 1939 0.019866\n", "4 1880 F Minnie 1746 0.017888" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "sns.set_style(\"white\")\n", "\n", "# Modify the path below to your data path\n", "df = pd.read_csv('data/babynames.csv')\n", "# Converting the year to integer for better display\n", "df = df.assign(year = df.year.astype(int))\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "The data frame has the following columns: `year`, which is the year the baby was born; `sex`, the sex of the baby; `name`, the name of the baby; `n`, the number of babies born with that name for that sex in that year; and `prop`, the proportion of babies of that sex in that year with that name. As you can see, over 7 percent of female babies in 1880 were given the name Mary! Now let's take a look at the size of our data frame. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1924665, 5)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Our data frame has 1.92 million rows! As such, this isn't a dataset that you could reasonably deal with manually. Also: Excel worksheets cannot handle data of this size, as they have row limits of 1,048,576 rows, which takes us up to around 1989. This is not a dataset that is \"big\" by standard definitions, as it is only about 49 MB in size given the small number of columns. However, it is much-better suited to a computational approach to data analysis like Python/`pandas`. \n", "\n", "Granted, with 1.9 million rows in our dataset, we'll need to carefully consider our research questions and how they can help us cut down the size of our dataset. In this notebook, I'd like you to get experience with three skills in Python plot customization: \n", "\n", "1. Modifying chart properties\n", "2. Annotation/labeling\n", "3. Small multiples\n", "\n", "To do this, we are going to focus on three topics: \n", "\n", "1. What were the most popular names in 2017 (the last year in the dataset), and how did their popularity change over the past 10 years? \n", "2. How does the release of Disney princess movies influence the popularity of baby names? \n", "3. How have various gender-neutral names shifted in popularity between male & female over time? \n", "\n", "You'll then get a chance to do some of this on your own at the end of the assignment. \n", "\n", "### Question 1: What were the most popular names in 2017, and how did their popularity change over the past 10 years?\n", "\n", "To get started with this question, we need to do some subsetting, which you are very familiar with by now. Let's look specifically at males for this first question. First and foremost, however, we need to figure out the most popular male baby names in 2017. A few `pandas`/Python methods that you've learned in previous assignments can get this done. \n", "\n", "Notice what we are doing here - you can think of the line of code as a _chain_ of methods in which we are manipulating the `df` data frame in turn. \n", "\n", "* First, we subset the data frame for only those male records in 2017; \n", "* Then, we sort the data frame in descending order by count; \n", "* Then, we slice the data frame to get back the top 15 rows; \n", "* Finally, we ask `pandas` to generate a list of names from our subsetted and sorted data frame. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['Liam',\n", " 'Noah',\n", " 'William',\n", " 'James',\n", " 'Logan',\n", " 'Benjamin',\n", " 'Mason',\n", " 'Elijah',\n", " 'Oliver',\n", " 'Jacob',\n", " 'Lucas',\n", " 'Michael',\n", " 'Alexander',\n", " 'Ethan',\n", " 'Daniel']" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Subset for males in 2017\n", "male17 = df.query('year == 2017 & sex == \"M\"')\n", "# Sort in descending order of the number of names\n", "male17sorted = male17.sort_values('n', ascending = False)\n", "# Slice the sorted data frame for the first 15 rows\n", "top_male = male17sorted[0:15]\n", "# Pull the name column from the sliced data frame and convert to a list\n", "name_list = top_male.name.tolist()\n", "\n", "name_list" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "`pandas` returns a Python list of the top 15 baby names in 2017 for boys. We can then pass this list to the `.isin()` method to get back entries for all of those names since 2000, and calculate their frequency per 1000 records in the dataset. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearsexnamenpropper1000
13503932000MJacob344710.01651416.51392
13503942000MMichael320350.01534715.34691
13504012000MDaniel223120.01068910.68894
13504032000MWilliam206590.0098979.89704
13504102000MJames179810.0086148.61410
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" ], "text/plain": [ " year sex name n prop per1000\n", "1350393 2000 M Jacob 34471 0.016514 16.51392\n", "1350394 2000 M Michael 32035 0.015347 15.34691\n", "1350401 2000 M Daniel 22312 0.010689 10.68894\n", "1350403 2000 M William 20659 0.009897 9.89704\n", "1350410 2000 M James 17981 0.008614 8.61410" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sub1 = (df\n", " .query('name in @name_list & year > 1999 & sex == \"M\"')\n", " .assign(per1000 = df.prop * 1000)\n", ")\n", "\n", "sub1.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We are just about ready to visualize the data now. There are multiple ways these data could be visualized; in this instance, we'll use a __heatmap__, which we discussed in class. A heatmap is a grid of cells in which the shading of each cell is proportional to its value. Generally, darker cells represent a greater value. When applied to temporal data, it can be an effective way to show the variation of values for multiple data series over time. \n", "\n", "Heatmaps in `seaborn` take a wide-format data frame with the y-values in the index, the x-values as the columns, and the data values in the cells. We will use the `.pivot()` method to reshape our data and produce this type of data frame, then pass the dataframe to the `heatmap()` function. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "wide1 = sub1.pivot(index = 'name', columns = 'year', values = 'per1000')\n", "\n", "sns.heatmap(wide1)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "The plot looks nice by default; we can see some trends such as the ascension of Liam, Aiden, and Noah and the relative descent of Michael and Jacob (although both of those names are still in the top 15, of course). However, you may still want to customize your chart. \n", "\n", "`seaborn` plots have many plot customization options built-in; you'll learn how to use a few later in the assignment. `seaborn` plots, however, are also `matplotlib` objects, which is the core plotting library in Python. In turn, you can use the wealth of functions available in `matplotlib` to modify your `seaborn` plots. You'll learn a few of those methods in this assignment. \n", "\n", "Note the code below and what we are doing. We'll import the `pyplot` module from `matplotlib` in the standard way as `plt`. `pyplot` gives us access to many different plot customization functions. We can set the figure size before calling the plotting function, then rotate the x-tick labels, remove the axis labels, and add a title to our chart. Also, notice the arguments passed to `sns.heatmap()`. The `annot` parameter allows us to annotate the heatmap with data values, and the `cmap` parameter allows us to adjust the colors. It accepts all ColorBrewer palettes as well as the built-in `matplotlib` palettes. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Most popular baby names - Male (rate per 1000)')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize = (10, 8), )\n", "sns.heatmap(wide1, annot = True, cmap = 'Greens')\n", "\n", "plt.xticks(rotation = 45)\n", "plt.ylabel(\"\")\n", "plt.xlabel(\"\")\n", "plt.title(\"Most popular baby names - Male (rate per 1000)\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Question 2: How does the release of Disney movies influence the popularity of baby names?\n", "\n", "Baby names can sometimes be responsive to trends in popular culture. For example, \"Daenerys\" showed up in the dataset for the first time in 2012, and 82 baby girls were named Daenerys in 2015!. In this exercise, we'll examine how the release of Disney Princess movies relates to baby names.\n", "\n", "Let's examine trends in female baby names since 1980 for four Disney Princess names: Jasmine, Ariel, Elsa, and Tiana. " ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearsexnamenpropper1000
8640361980FJasmine11870.0006670.66672
8643351980FTiana3770.0002120.21175
8645191980FElsa2430.0001360.13649
8646741980FAriel1810.0001020.10166
8834561981FJasmine14000.0007830.78290
\n", "
" ], "text/plain": [ " year sex name n prop per1000\n", "864036 1980 F Jasmine 1187 0.000667 0.66672\n", "864335 1980 F Tiana 377 0.000212 0.21175\n", "864519 1980 F Elsa 243 0.000136 0.13649\n", "864674 1980 F Ariel 181 0.000102 0.10166\n", "883456 1981 F Jasmine 1400 0.000783 0.78290" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sns.set_style(\"darkgrid\")\n", "princesses = ['Jasmine', 'Ariel', 'Elsa', 'Tiana']\n", "\n", "princess_df = (df\n", " .query('name in @princesses & sex == \"F\" & year > 1979')\n", " .assign(per1000 = df.prop * 1000)\n", ")\n", "\n", "princess_df.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Clearly, Jasmine was a popular name in the early 1980s prior to the release of Aladdin. Tiana, Ariel, and Elsa, however, were not as popular. So how did their popularity shift over time? \n", "\n", "We'll make a line chart using the `lineplot()` function in `seaborn`. `sns.lineplot()` takes a long-form data frame like our babynames data frame along with a mapping of x and y values for a given dataset. The `hue` argument, if specified, will divide up the data into groups within a given column and plot a separate line, with different colors, for each group. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data = princess_df, x = \"year\", y = \"per1000\", hue = \"name\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We can start to get a sense here of some \"spikes\" in the data - for example, a clear spike in babies named Ariel is evident after 1989, which is when _The Little Mermaid_ was released. We can also note small spikes for Tiana and Elsa after the release of their respective movies. \n", "\n", "However - how can we express this on the chart in clearer terms? One way to accomplish this is through __annotation__, which refers to the placement of text on the plot to highlight particular data points. Before doing this, let's figure out approximately what the values are for each princess name when its movie was released: " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ariel: 0.64461\n", "Elsa: 0.2942\n", "Jasmine: 5.2262699999999995\n", "Tiana: 0.24864\n" ] } ], "source": [ "disney_yrs = {'Ariel': 1989,\n", " 'Elsa': 2013,\n", " 'Jasmine': 1992,\n", " 'Tiana': 2009}\n", "\n", "for princess, year in disney_yrs.items():\n", " # Subset the data frame for princess and year\n", " subset = princess_df.query('name == @princess & year == @year')\n", " # Extract the value for per1000 with .values\n", " # .values returns a list, so we'll extract the 0th element\n", " value = subset.per1000.values[0]\n", " print(princess + ': ' + str(value))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "I accomplished this with a little new Python code. I've mentioned before the `dict`, a type of Python object enclosed in curly braces (`{}`) that can hold key-value pairs. The _key_ comes before the colon, the _value_ comes after the colon, and each element of the dictionary is separated by a comma. \n", "\n", "In this case, our dictionary holds the name of the Disney princess, and the year that the corresponding film was released. Dictionaries can be iterated through with `for` and the `.items()` method; in this example, `princess` represents the key in the loop, and `year` represents the value. Within the loop, we can first create a princess and year-specific subset of our data frame, then extract the corresponding value from it.\n", "\n", "Spend some time reading through the `plt.annotate()` code below so that you can understand it. We're using a number of parameters here: \n", "\n", "* The annotation text is the first argument. Python will interpret the string '\\n' as a line break, which allows us to put the text on multiple lines. \n", "* The `xy` parameter refers to the data coordinates of the point we want to annotate, given that we've specified this with the `'data'` argument supplied to the `xycoords` parameter. We'll use the year of the film release for the X value, and the data values we obtained above (approximately) for the Y value. \n", "* In this case, however, we don't want to put the text right on top of the lines themselves; as such, we can specify an offset, and connect our text with the data point with an arrow. We use the `xytext` and `textcoords` parameters to do this; have a look at the plot and see where this puts the text. The argument supplied to `arrowprops`, which are in the form of a `dict`, govern the appearance of the arrow. \n", "\n", "Annotation often takes iteration and patience to get it right. Try changing some of the arguments in the `plt.annotate()` calls below and see how the text and arrows move around!" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set the figure size\n", "plt.figure(figsize = (8, 6))\n", "# Generate the chart\n", "sns.lineplot(data = princess_df, x = \"year\", y = \"per1000\", hue = \"name\")\n", "\n", "# Build each annotation individually\n", "plt.annotate('The Little \\nMermaid', xy = (1989, 0.64), xycoords = 'data', \n", " xytext = (1983, 2.5), textcoords = 'data', arrowprops = dict(arrowstyle = 'simple'),\n", " fontsize = 10)\n", "\n", "plt.annotate('Aladdin', xy = (1992, 5.23), xycoords = 'data', \n", " xytext = (1990, 6.1), textcoords = 'data', arrowprops = dict(arrowstyle = 'simple'),\n", " fontsize = 10)\n", "\n", "plt.annotate('Frozen', xy = (2013, 0.294), xycoords = 'data', \n", " xytext = (2011, 2.5), textcoords = 'data', arrowprops = dict(arrowstyle = 'simple'),\n", " fontsize = 10)\n", "\n", "plt.annotate('The Princess \\nand the Frog', xy = (2009, 0.247), xycoords = 'data', \n", " xytext = (2007, 1.6), textcoords = 'data', arrowprops = dict(arrowstyle = 'simple'),\n", " fontsize = 10)\n", "\n", "plt.ylabel(\"Female baby names per 1000\", fontsize = 12)\n", "plt.xlabel(\"\")\n", "plt.title(\"Influence of Disney movies on baby names\", fontsize = 15)\n", "plt.legend(title = \"\", fontsize = 12)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "### Question 3: How have gender-neutral names shifted in popularity between male and female over time?\n", "\n", "For the third and final question, we'll be looking at how four gender-neutral names have shifted between male and female over time. Let's produce a new data frame from our original data frame that subsets for four popular gender-neutral names: Jordan, Riley, Peyton, and Taylor. We'll take rows for years 1960 and later, and fill NaN values with 0. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "neutral_names = ['Jordan', 'Peyton', 'Taylor', 'Riley']" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearsexnamenprop
5766031960FTaylor110.000005
5778631960FJordan70.000003
5804621960MJordan1370.000063
5805371960MRiley1080.000050
5805901960MTaylor930.000043
\n", "
" ], "text/plain": [ " year sex name n prop\n", "576603 1960 F Taylor 11 0.000005\n", "577863 1960 F Jordan 7 0.000003\n", "580462 1960 M Jordan 137 0.000063\n", "580537 1960 M Riley 108 0.000050\n", "580590 1960 M Taylor 93 0.000043" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "neutral_df = (df\n", " .query('name in @neutral_names & year > 1959')\n", " .fillna(0)\n", ")\n", "\n", "neutral_df.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "In Assignment 6, you learned how to make faceted plots are available using the `catplot()` function, which is appropriate for charts that have a categorical axis. The companion `relplot()` function can be used for plots with two continuous axes, such as scatterplots or lineplots. Let's try plotting faceted line charts that show how counts for these names vary by gender over time:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(data = neutral_df, x = \"year\", y = \"n\", hue = \"sex\", col = \"name\", kind = \"line\")" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We can start to get a sense of some of the variations here; Taylor is more popular among girls than boys, whereas the opposite is true for Jordan. Let's make a few modifications to the plot to improve its clarity. We will add a `col_wrap` argument to specify how many columns to create in our plot grid. We can also change the colors with the argument supplied to `palette`, and we can specify a `height` argument to modify the plot size.\n", "\n", "Additionally, plot objects themselves have methods that you can use to modify the chart appearance; we'll use `.set_axis_labels()` to improve the look of our axes, and we can modify the title of the legend as well. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Note the font_scale argument that increases all font size by 25 percent\n", "sns.set(style = \"white\", font_scale = 1.25)\n", "\n", "chart = sns.relplot(data = neutral_df, x = \"year\", y = \"n\", \n", " hue = \"sex\", col = \"name\", kind = \"line\",\n", " col_wrap = 2, palette = [\"darkred\", \"navy\"],\n", " height = 4)\n", "\n", "chart.set_axis_labels('Year', 'Number of names')\n", "chart._legend.set_title('Sex')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Exercises\n", "\n", "To get credit for this assignment, you are going to apply what you've learned to some additional tasks using the baby names dataset. Some of this will involve re-producing some of the analyses in the notebook, but for different prompts. \n", "\n", "__Exercise 1:__ Re-create the heatmap from Question 1, but this time for females. What trends do you observe? " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "__Exercise 2:__ Create a line chart that shows how a name of your choice has varied in popularity over time. Find out the year when your chosen name peaked in popularity, and annotate your chart to show where this peak is located on the line. " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "__Exercise 3:__ In Question 2, we looked at the possible influence of Disney princess movies on female baby names. Pick four other names (male or female) from popular culture over the past 30 years and produce a chart that illustrates their influence (or lack thereof) on baby names. Be strategic with your name decisions! You can create a single line chart with four series, or a small multiples chart with facets - pick the one you think is ideal!" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "2b9421c38bd9785733c8ab589f124ba12ef5207025179e9d09f8a045acc4fc72" }, "kernelspec": { "display_name": "Python 3.9.5 64-bit ('python39': conda)", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 4 }